Profiling Report

Dataset statistics

Number of variables	19
Number of observations	33332
Missing cells	19216
Missing cells (%)	3.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	5.1 MiB
Average record size in memory	160.0 B

Variable types

Numeric	14
Categorical	5

Alerts

`gcs_eye_opening` is highly overall correlated with `gcs_motor_response` and 1 other fields	High correlation
`gcs_motor_response` is highly overall correlated with `gcs_eye_opening` and 1 other fields	High correlation
`gcs_verbal_response` is highly overall correlated with `gcs_eye_opening` and 1 other fields	High correlation
`gender` is highly overall correlated with `height_cm`	High correlation
`height_cm` is highly overall correlated with `gender`	High correlation
`non_invasive_blood_pressure_diastolic` is highly overall correlated with `non_invasive_blood_pressure_mean`	High correlation
`non_invasive_blood_pressure_mean` is highly overall correlated with `non_invasive_blood_pressure_diastolic`	High correlation
`ethnicity` is highly imbalanced (58.0%)	Imbalance
`pH_dipstick` has 18615 (55.8%) missing values	Missing

Reproduction

Analysis started	2023-12-18 20:21:03.873954
Analysis finished	2023-12-18 20:21:54.498425
Duration	50.62 seconds
Software version	ydata-profiling vv4.6.3
Download configuration	config.json

age
Real number (ℝ)

Distinct	73
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	63.636715

Minimum	18
Maximum	91
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	520.8 KiB

Quantile statistics

Minimum	18
5-th percentile	33
Q1	54
median	65
Q3	75
95-th percentile	87
Maximum	91
Range	73
Interquartile range (IQR)	21

Descriptive statistics

Standard deviation	15.854195
Coefficient of variation (CV)	0.24913597
Kurtosis	-0.082222898
Mean	63.636715
Median Absolute Deviation (MAD)	11
Skewness	-0.53837329
Sum	2121139
Variance	251.35549
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
91	919	2.8%
67	899	2.7%
68	885	2.7%
66	884	2.7%
63	869	2.6%
62	863	2.6%
70	856	2.6%
64	846	2.5%
71	813	2.4%
65	811	2.4%
Other values (63)	24687	74.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
18	36	0.1%
19	56	0.2%
20	100	0.3%
21	91	0.3%
22	93	0.3%
23	129	0.4%
24	103	0.3%
25	107	0.3%
26	107	0.3%
27	130	0.4%

Value	Count	Frequency (%)
91	919	2.8%
89	197	0.6%
88	315	0.9%
87	375	1.1%
86	390	1.2%
85	483	1.4%
84	531	1.6%
83	539	1.6%
82	576	1.7%
81	592	1.8%

gender
Categorical

HIGH CORRELATION

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	520.8 KiB

M	19913
F	13419

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	33332
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	F
2nd row	M
3rd row	F
4th row	M
5th row	F

Common Values

Value	Count	Frequency (%)
M	19913	59.7%
F	13419	40.3%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
m	19913	59.7%
f	13419	40.3%

Most occurring characters

Value	Count	Frequency (%)
M	19913	59.7%
F	13419	40.3%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	33332	100.0%

Most frequent character per category

Uppercase Letter

Value	Count	Frequency (%)
M	19913	59.7%
F	13419	40.3%

Most occurring scripts

Value	Count	Frequency (%)
Latin	33332	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
M	19913	59.7%
F	13419	40.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	33332	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
M	19913	59.7%
F	13419	40.3%

ethnicity
Categorical

IMBALANCE

Distinct	33
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	520.8 KiB

WHITE	21948
UNKNOWN	3288
BLACK/AFRICAN AMERICAN	2688
OTHER	991
WHITE - OTHER EUROPEAN	583
Other values (28)	3834

Length

Max length	41
Median length	5
Mean length	8.5303912
Min length	5

Characters and Unicode

Total characters	284335
Distinct characters	27
Distinct categories	4 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	WHITE
2nd row	WHITE
3rd row	WHITE
4th row	WHITE
5th row	BLACK/AFRICAN AMERICAN

Common Values

Value	Count	Frequency (%)
WHITE	21948	65.8%
UNKNOWN	3288	9.9%
BLACK/AFRICAN AMERICAN	2688	8.1%
OTHER	991	3.0%
WHITE - OTHER EUROPEAN	583	1.7%
UNABLE TO OBTAIN	463	1.4%
HISPANIC/LATINO - PUERTO RICAN	363	1.1%
ASIAN	326	1.0%
HISPANIC OR LATINO	310	0.9%
ASIAN - CHINESE	265	0.8%
Other values (23)	2107	6.3%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
white	22926	50.9%
unknown	3288	7.3%
black/african	2819	6.3%
american	2809	6.2%
	2275	5.1%
other	1626	3.6%
asian	1009	2.2%
hispanic/latino	812	1.8%
to	705	1.6%
european	657	1.5%
Other values (38)	6088	13.5%

Most occurring characters

Value	Count	Frequency (%)
I	36442	12.8%
E	32667	11.5%
T	28448	10.0%
W	26508	9.3%
H	26191	9.2%
A	23996	8.4%
N	23853	8.4%
	11682	4.1%
C	11647	4.1%
R	10309	3.6%
Other values (17)	52592	18.5%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	266296	93.7%
Space Separator	11682	4.1%
Other Punctuation	4082	1.4%
Dash Punctuation	2275	0.8%

Most frequent character per category

Uppercase Letter

Value	Count	Frequency (%)
I	36442	13.7%
E	32667	12.3%
T	28448	10.7%
W	26508	10.0%
H	26191	9.8%
A	23996	9.0%
N	23853	9.0%
C	11647	4.4%
R	10309	3.9%
O	9201	3.5%
Other values (14)	37034	13.9%

Space Separator

Value	Count	Frequency (%)
	11682	100.0%

Other Punctuation

Value	Count	Frequency (%)
/	4082	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	2275	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	266296	93.7%
Common	18039	6.3%

Most frequent character per script

Latin

Value	Count	Frequency (%)
I	36442	13.7%
E	32667	12.3%
T	28448	10.7%
W	26508	10.0%
H	26191	9.8%
A	23996	9.0%
N	23853	9.0%
C	11647	4.4%
R	10309	3.9%
O	9201	3.5%
Other values (14)	37034	13.9%

Common

Value	Count	Frequency (%)
	11682	64.8%
/	4082	22.6%
-	2275	12.6%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	284335	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
I	36442	12.8%
E	32667	11.5%
T	28448	10.0%
W	26508	9.3%
H	26191	9.2%
A	23996	8.4%
N	23853	8.4%
	11682	4.1%
C	11647	4.1%
R	10309	3.6%
Other values (17)	52592	18.5%

admission_type
Categorical

Distinct	9
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	520.8 KiB

EW EMER.	15506
URGENT	6976
SURGICAL SAME DAY ADMISSION	4016
OBSERVATION ADMIT	3719
ELECTIVE	1590
Other values (4)	1525

Length

Max length	27
Median length	8
Mean length	11.074313
Min length	6

Characters and Unicode

Total characters	369129
Distinct characters	20
Distinct categories	3 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	EW EMER.
2nd row	EW EMER.
3rd row	EW EMER.
4th row	EW EMER.
5th row	EW EMER.

Common Values

Value	Count	Frequency (%)
EW EMER.	15506	46.5%
URGENT	6976	20.9%
SURGICAL SAME DAY ADMISSION	4016	12.0%
OBSERVATION ADMIT	3719	11.2%
ELECTIVE	1590	4.8%
DIRECT EMER.	1378	4.1%
EU OBSERVATION	91	0.3%
DIRECT OBSERVATION	48	0.1%
AMBULATORY OBSERVATION	8	< 0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
emer	16884	25.5%
ew	15506	23.4%
urgent	6976	10.5%
surgical	4016	6.1%
same	4016	6.1%
day	4016	6.1%
admission	4016	6.1%
observation	3866	5.8%
admit	3719	5.6%
elective	1590	2.4%
Other values (3)	1525	2.3%

Most occurring characters

Value	Count	Frequency (%)
E	70419	19.1%
R	33176	9.0%
	32798	8.9%
M	28643	7.8%
A	23665	6.4%
I	22649	6.1%
S	19930	5.4%
T	17585	4.8%
.	16884	4.6%
W	15506	4.2%
Other values (10)	87874	23.8%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	319447	86.5%
Space Separator	32798	8.9%
Other Punctuation	16884	4.6%

Most frequent character per category

Uppercase Letter

Value	Count	Frequency (%)
E	70419	22.0%
R	33176	10.4%
M	28643	9.0%
A	23665	7.4%
I	22649	7.1%
S	19930	6.2%
T	17585	5.5%
W	15506	4.9%
N	14858	4.7%
D	13177	4.1%
Other values (8)	59839	18.7%

Space Separator

Value	Count	Frequency (%)
	32798	100.0%

Other Punctuation

Value	Count	Frequency (%)
.	16884	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	319447	86.5%
Common	49682	13.5%

Most frequent character per script

Latin

Value	Count	Frequency (%)
E	70419	22.0%
R	33176	10.4%
M	28643	9.0%
A	23665	7.4%
I	22649	7.1%
S	19930	6.2%
T	17585	5.5%
W	15506	4.9%
N	14858	4.7%
D	13177	4.1%
Other values (8)	59839	18.7%

Common

Value	Count	Frequency (%)
	32798	66.0%
.	16884	34.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	369129	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
E	70419	19.1%
R	33176	9.0%
	32798	8.9%
M	28643	7.8%
A	23665	6.4%
I	22649	6.1%
S	19930	5.4%
T	17585	4.8%
.	16884	4.6%
W	15506	4.2%
Other values (10)	87874	23.8%

first_careunit
Categorical

Distinct	9
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	520.8 KiB

Cardiac Vascular Intensive Care Unit (CVICU)	9467
Medical Intensive Care Unit (MICU)	6141
Medical/Surgical Intensive Care Unit (MICU/SICU)	4596
Coronary Care Unit (CCU)	4533
Surgical Intensive Care Unit (SICU)	3680
Other values (4)	4915

Length

Max length	48
Median length	44
Mean length	35.876785
Min length	14

Characters and Unicode

Total characters	1195845
Distinct characters	30
Distinct categories	6 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Trauma SICU (TSICU)
2nd row	Coronary Care Unit (CCU)
3rd row	Coronary Care Unit (CCU)
4th row	Cardiac Vascular Intensive Care Unit (CVICU)
5th row	Medical/Surgical Intensive Care Unit (MICU/SICU)

Common Values

Value	Count	Frequency (%)
Cardiac Vascular Intensive Care Unit (CVICU)	9467	28.4%
Medical Intensive Care Unit (MICU)	6141	18.4%
Medical/Surgical Intensive Care Unit (MICU/SICU)	4596	13.8%
Coronary Care Unit (CCU)	4533	13.6%
Surgical Intensive Care Unit (SICU)	3680	11.0%
Trauma SICU (TSICU)	3573	10.7%
Neuro Surgical Intensive Care Unit (Neuro SICU)	724	2.2%
Neuro Intermediate	434	1.3%
Neuro Stepdown	184	0.6%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
care	29141	17.8%
unit	29141	17.8%
intensive	24608	15.0%
cardiac	9467	5.8%
vascular	9467	5.8%
cvicu	9467	5.8%
sicu	7977	4.9%
medical	6141	3.7%
micu	6141	3.7%
micu/sicu	4596	2.8%
Other values (9)	27896	17.0%

Most occurring characters

Value	Count	Frequency (%)
	130710	10.9%
a	98859	8.3%
C	98024	8.2%
e	92646	7.7%
n	83508	7.0%
i	83387	7.0%
r	72214	6.0%
U	70024	5.9%
I	61392	5.1%
t	54801	4.6%
Other values (20)	350280	29.3%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	686125	57.4%
Uppercase Letter	304390	25.5%
Space Separator	130710	10.9%
Close Punctuation	32714	2.7%
Open Punctuation	32714	2.7%
Other Punctuation	9192	0.8%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
a	98859	14.4%
e	92646	13.5%
n	83508	12.2%
i	83387	12.2%
r	72214	10.5%
t	54801	8.0%
c	38671	5.6%
s	34075	5.0%
l	29204	4.3%
v	24608	3.6%
Other values (8)	74152	10.8%

Uppercase Letter

Value	Count	Frequency (%)
C	98024	32.2%
U	70024	23.0%
I	61392	20.2%
S	25330	8.3%
M	21474	7.1%
V	18934	6.2%
T	7146	2.3%
N	2066	0.7%

Space Separator

Value	Count	Frequency (%)
	130710	100.0%

Close Punctuation

Value	Count	Frequency (%)
)	32714	100.0%

Open Punctuation

Value	Count	Frequency (%)
(	32714	100.0%

Other Punctuation

Value	Count	Frequency (%)
/	9192	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	990515	82.8%
Common	205330	17.2%

Most frequent character per script

Latin

Value	Count	Frequency (%)
a	98859	10.0%
C	98024	9.9%
e	92646	9.4%
n	83508	8.4%
i	83387	8.4%
r	72214	7.3%
U	70024	7.1%
I	61392	6.2%
t	54801	5.5%
c	38671	3.9%
Other values (16)	236989	23.9%

Common

Value	Count	Frequency (%)
	130710	63.7%
)	32714	15.9%
(	32714	15.9%
/	9192	4.5%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	1195845	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
	130710	10.9%
a	98859	8.3%
C	98024	8.2%
e	92646	7.7%
n	83508	7.0%
i	83387	7.0%
r	72214	6.0%
U	70024	5.9%
I	61392	5.1%
t	54801	4.6%
Other values (20)	350280	29.3%

icu_los
Real number (ℝ)

Distinct	32351
Distinct (%)	97.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5.0974458

Minimum	0.001550926
Maximum	133.66728
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	520.8 KiB

Quantile statistics

Minimum	0.001550926
5-th percentile	0.74658391
Q1	1.3586429
median	2.7515451
Q3	5.843423
95-th percentile	17.698807
Maximum	133.66728
Range	133.66573
Interquartile range (IQR)	4.4847801

Descriptive statistics

Standard deviation	6.841475
Coefficient of variation (CV)	1.3421378
Kurtosis	31.569251
Mean	5.0974458
Median Absolute Deviation (MAD)	1.599838
Skewness	4.2352979
Sum	169908.06
Variance	46.805779
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1.118472222	4	< 0.1%
1.099039352	4	< 0.1%
1.312164352	3	< 0.1%
1.187025463	3	< 0.1%
0.61849537	3	< 0.1%
1.916782407	3	< 0.1%
1.278356481	3	< 0.1%
1.869895833	3	< 0.1%
1.090844907	3	< 0.1%
1.386516204	3	< 0.1%
Other values (32341)	33300	99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.001550926	1	< 0.1%
0.020787037	1	< 0.1%
0.027951389	1	< 0.1%
0.039814815	1	< 0.1%
0.044965278	1	< 0.1%
0.051099537	1	< 0.1%
0.051747685	1	< 0.1%
0.054085648	1	< 0.1%
0.057002315	1	< 0.1%
0.057974537	1	< 0.1%

Value	Count	Frequency (%)
133.6672801	1	< 0.1%
124.6729398	1	< 0.1%
110.2322801	1	< 0.1%
106.3720949	1	< 0.1%
101.7262384	1	< 0.1%
99.63844907	1	< 0.1%
95.83821759	1	< 0.1%
91.01376157	1	< 0.1%
88.04150463	1	< 0.1%
86.84840278	1	< 0.1%

hospital_expire_flag
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	520.8 KiB

0	29314
1	4018

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	33332
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	1
5th row	0

Common Values

Value	Count	Frequency (%)
0	29314	87.9%
1	4018	12.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	29314	87.9%
1	4018	12.1%

Most occurring characters

Value	Count	Frequency (%)
0	29314	87.9%
1	4018	12.1%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	33332	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	29314	87.9%
1	4018	12.1%

Most occurring scripts

Value	Count	Frequency (%)
Common	33332	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	29314	87.9%
1	4018	12.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	33332	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	29314	87.9%
1	4018	12.1%

heart_rate_mean
Real number (ℝ)

Distinct	26234
Distinct (%)	78.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	84.787242

Minimum	28.727273
Maximum	484.63256
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	520.8 KiB

Quantile statistics

Minimum	28.727273
5-th percentile	64.331148
Q1	75.567147
median	83.915174
Q3	93.371111
95-th percentile	107.76271
Maximum	484.63256
Range	455.90529
Interquartile range (IQR)	17.803964

Descriptive statistics

Standard deviation	13.523472
Coefficient of variation (CV)	0.1594989
Kurtosis	24.090955
Mean	84.787242
Median Absolute Deviation (MAD)	8.8400978
Skewness	1.1404128
Sum	2826128.3
Variance	182.88429
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
80	30	0.1%
83	30	0.1%
78	28	0.1%
74	27	0.1%
88	24	0.1%
86	22	0.1%
84	21	0.1%
73	21	0.1%
85	21	0.1%
76	19	0.1%
Other values (26224)	33089	99.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
28.72727273	1	< 0.1%
33.64705882	1	< 0.1%
34.71428571	1	< 0.1%
34.84615385	1	< 0.1%
36.70454545	1	< 0.1%
36.84	1	< 0.1%
37.33333333	1	< 0.1%
39.3	1	< 0.1%
40.12	1	< 0.1%
40.75	1	< 0.1%

Value	Count	Frequency (%)
484.6325581	1	< 0.1%
269.9160448	1	< 0.1%
187.5289331	1	< 0.1%
150.0096154	1	< 0.1%
143.3550725	1	< 0.1%
141.4558824	1	< 0.1%
141.0769231	1	< 0.1%
139.8	1	< 0.1%
139.2325581	1	< 0.1%
139	1	< 0.1%

gcs_eye_opening
Real number (ℝ)

HIGH CORRELATION

Distinct	4750
Distinct (%)	14.3%
Missing	12
Missing (%)	< 0.1%
Infinite	0
Infinite (%)	0.0%
Mean	3.4143986

Minimum	1
Maximum	4
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	520.8 KiB

Quantile statistics

Minimum	1
5-th percentile	2.1428571
Q1	3.16
median	3.56983
Q3	3.9255113
95-th percentile	4
Maximum	4
Range	3
Interquartile range (IQR)	0.76551133

Descriptive statistics

Standard deviation	0.63138481
Coefficient of variation (CV)	0.18491831
Kurtosis	3.1134585
Mean	3.4143986
Median Absolute Deviation (MAD)	0.3784459
Skewness	-1.6576932
Sum	113767.76
Variance	0.39864678
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
4	7206	21.6%
3	915	2.7%
3.5	857	2.6%
3.333333333	509	1.5%
3.666666667	483	1.4%
3.4	424	1.3%
3.25	405	1.2%
1	381	1.1%
3.75	371	1.1%
3.2	364	1.1%
Other values (4740)	21405	64.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	381	1.1%
1.006072874	1	< 0.1%
1.008	1	< 0.1%
1.008130081	1	< 0.1%
1.012048193	1	< 0.1%
1.013274336	1	< 0.1%
1.013793103	1	< 0.1%
1.014285714	1	< 0.1%
1.015625	2	< 0.1%
1.016304348	1	< 0.1%

Value	Count	Frequency (%)
4	7206	21.6%
3.991666667	1	< 0.1%
3.991525424	2	< 0.1%
3.991304348	1	< 0.1%
3.99122807	1	< 0.1%
3.990990991	1	< 0.1%
3.989361702	1	< 0.1%
3.988372093	1	< 0.1%
3.988023952	1	< 0.1%
3.987654321	1	< 0.1%

gcs_verbal_response
Real number (ℝ)

HIGH CORRELATION

Distinct	5146
Distinct (%)	15.4%
Missing	11
Missing (%)	< 0.1%
Infinite	0
Infinite (%)	0.0%
Mean	3.603425

Minimum	1
Maximum	5
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	520.8 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	2.6
median	3.9333333
Q3	5
95-th percentile	5
Maximum	5
Range	4
Interquartile range (IQR)	2.4

Descriptive statistics

Standard deviation	1.3187393
Coefficient of variation (CV)	0.36596829
Kurtosis	-0.93355061
Mean	3.603425
Median Absolute Deviation (MAD)	1.0666667
Skewness	-0.59508093
Sum	120069.72
Variance	1.7390733
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
5	8420	25.3%
1	1734	5.2%
4	886	2.7%
3.666666667	756	2.3%
3	670	2.0%
4.2	555	1.7%
3.4	479	1.4%
4.333333333	444	1.3%
3.857142857	393	1.2%
4.428571429	298	0.9%
Other values (5136)	18686	56.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	1734	5.2%
1.002358491	1	< 0.1%
1.003322259	1	< 0.1%
1.005464481	1	< 0.1%
1.005617978	1	< 0.1%
1.005952381	1	< 0.1%
1.006535948	2	< 0.1%
1.006711409	1	< 0.1%
1.007246377	1	< 0.1%
1.008097166	1	< 0.1%

Value	Count	Frequency (%)
5	8420	25.3%
4.995073892	1	< 0.1%
4.993006993	1	< 0.1%
4.992753623	2	< 0.1%
4.99	1	< 0.1%
4.989130435	1	< 0.1%
4.989010989	1	< 0.1%
4.988929889	1	< 0.1%
4.987654321	1	< 0.1%
4.987012987	5	< 0.1%

gcs_motor_response
Real number (ℝ)

HIGH CORRELATION

Distinct	4897
Distinct (%)	14.7%
Missing	14
Missing (%)	< 0.1%
Infinite	0
Infinite (%)	0.0%
Mean	5.3775456

Minimum	1
Maximum	6
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	520.8 KiB

Quantile statistics

Minimum	1
5-th percentile	3.5454545
Q1	5.125
median	5.7184623
Q3	6
95-th percentile	6
Maximum	6
Range	5
Interquartile range (IQR)	0.875

Descriptive statistics

Standard deviation	0.90982566
Coefficient of variation (CV)	0.16918976
Kurtosis	7.0964
Mean	5.3775456
Median Absolute Deviation (MAD)	0.28153771
Skewness	-2.4447198
Sum	179169.07
Variance	0.82778274
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
6	11691	35.1%
5	1036	3.1%
5.166666667	659	2.0%
5.285714286	533	1.6%
5.5	430	1.3%
4.75	402	1.2%
5.375	333	1.0%
5.666666667	278	0.8%
1	253	0.8%
5.444444444	227	0.7%
Other values (4887)	17476	52.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	253	0.8%
1.009803922	1	< 0.1%
1.014925373	1	< 0.1%
1.018691589	1	< 0.1%
1.024390244	1	< 0.1%
1.026666667	2	< 0.1%
1.027777778	1	< 0.1%
1.035714286	1	< 0.1%
1.042016807	2	< 0.1%
1.045454545	2	< 0.1%

Value	Count	Frequency (%)
6	11691	35.1%
5.99751861	1	< 0.1%
5.996309963	1	< 0.1%
5.996240602	1	< 0.1%
5.996015936	1	< 0.1%
5.995934959	1	< 0.1%
5.995454545	1	< 0.1%
5.99543379	1	< 0.1%
5.994818653	1	< 0.1%
5.994565217	1	< 0.1%

non_invasive_blood_pressure_diastolic
Real number (ℝ)

HIGH CORRELATION

Distinct	20602
Distinct (%)	62.3%
Missing	276
Missing (%)	0.8%
Infinite	0
Infinite (%)	0.0%
Mean	64.166881

Minimum	18
Maximum	195.35943
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	520.8 KiB

Quantile statistics

Minimum	18
5-th percentile	48.425595
Q1	56.964286
median	63.3
Q3	70.396343
95-th percentile	82.633862
Maximum	195.35943
Range	177.35943
Interquartile range (IQR)	13.432058

Descriptive statistics

Standard deviation	10.794748
Coefficient of variation (CV)	0.16822927
Kurtosis	6.0019306
Mean	64.166881
Median Absolute Deviation (MAD)	6.7231664
Skewness	1.0028743
Sum	2121100.4
Variance	116.52658
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
59	76	0.2%
65	75	0.2%
61	75	0.2%
62	71	0.2%
64	69	0.2%
58	68	0.2%
57	63	0.2%
54	60	0.2%
56	60	0.2%
67	59	0.2%
Other values (20592)	32380	97.1%
(Missing)	276	0.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
18	1	< 0.1%
21.9375	1	< 0.1%
23	1	< 0.1%
26	1	< 0.1%
26.28571429	1	< 0.1%
27	1	< 0.1%
31.28571429	1	< 0.1%
31.3030303	1	< 0.1%
31.5	1	< 0.1%
32	1	< 0.1%

Value	Count	Frequency (%)
195.3594306	1	< 0.1%
194.1052632	1	< 0.1%
186.5319149	1	< 0.1%
183.9365079	1	< 0.1%
177.619256	1	< 0.1%
174.0344828	1	< 0.1%
170.98	1	< 0.1%
169.2352941	2	< 0.1%
168.6103896	1	< 0.1%
165.5714286	1	< 0.1%

non_invasive_blood_pressure_mean
Real number (ℝ)

HIGH CORRELATION

Distinct	20426
Distinct (%)	61.8%
Missing	288
Missing (%)	0.9%
Infinite	0
Infinite (%)	0.0%
Mean	77.2587

Minimum	24.666667
Maximum	195.2766
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	520.8 KiB

Quantile statistics

Minimum	24.666667
5-th percentile	62.100306
Q1	69.849283
median	76.199291
Q3	83.560351
95-th percentile	96
Maximum	195.2766
Range	170.60993
Interquartile range (IQR)	13.711067

Descriptive statistics

Standard deviation	10.544212
Coefficient of variation (CV)	0.13647928
Kurtosis	1.7005129
Mean	77.2587
Median Absolute Deviation (MAD)	6.7764659
Skewness	0.66729107
Sum	2552936.5
Variance	111.18041
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
72	74	0.2%
77	72	0.2%
73	70	0.2%
78	66	0.2%
74	66	0.2%
70	66	0.2%
79	65	0.2%
71	63	0.2%
75	61	0.2%
81	61	0.2%
Other values (20416)	32380	97.1%
(Missing)	288	0.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
24.66666667	1	< 0.1%
30.9375	1	< 0.1%
31	1	< 0.1%
38.54545455	1	< 0.1%
39.42857143	1	< 0.1%
41	1	< 0.1%
41.30331754	2	< 0.1%
43	3	< 0.1%
44	1	< 0.1%
44.22222222	1	< 0.1%

Value	Count	Frequency (%)
195.2765957	1	< 0.1%
169.6428571	1	< 0.1%
162.2926829	1	< 0.1%
158.4285714	1	< 0.1%
152.3875	2	< 0.1%
152.2207792	1	< 0.1%
141.5420561	1	< 0.1%
140.9541284	2	< 0.1%
131.9565217	1	< 0.1%
130.4493671	1	< 0.1%

respiratory_rate
Real number (ℝ)

Distinct	20718
Distinct (%)	62.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	19.339948

Minimum	8.3958333
Maximum	63.839506
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	520.8 KiB

Quantile statistics

Minimum	8.3958333
5-th percentile	14.541495
Q1	16.980344
median	19
Q3	21.354914
95-th percentile	25.23969
Maximum	63.839506
Range	55.443673
Interquartile range (IQR)	4.3745705

Descriptive statistics

Standard deviation	3.338193
Coefficient of variation (CV)	0.1726061
Kurtosis	2.3387551
Mean	19.339948
Median Absolute Deviation (MAD)	2.1715922
Skewness	0.74349696
Sum	644639.13
Variance	11.143532
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
18	98	0.3%
19	79	0.2%
16	78	0.2%
17	77	0.2%
20	69	0.2%
17.5	48	0.1%
18.5	46	0.1%
21	45	0.1%
16.5	44	0.1%
22	43	0.1%
Other values (20708)	32705	98.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
8.395833333	1	< 0.1%
8.975609756	1	< 0.1%
9.3	1	< 0.1%
9.428571429	1	< 0.1%
9.653846154	1	< 0.1%
9.764705882	1	< 0.1%
9.876190476	1	< 0.1%
10	1	< 0.1%
10.16666667	1	< 0.1%
10.3	1	< 0.1%

Value	Count	Frequency (%)
63.83950617	1	< 0.1%
59.86764706	1	< 0.1%
41.2	2	< 0.1%
39.60055866	1	< 0.1%
37.25	1	< 0.1%
37.01754386	1	< 0.1%
37	1	< 0.1%
36.98550725	1	< 0.1%
36.01470588	1	< 0.1%
35.98532495	1	< 0.1%

temperature_fahrenheit
Real number (ℝ)

Distinct	11844
Distinct (%)	35.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	98.297958

Minimum	0
Maximum	171.825
Zeros	1
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	520.8 KiB

Quantile statistics

Minimum	0
5-th percentile	97.143348
Q1	97.95
median	98.3
Q3	98.723256
95-th percentile	99.585714
Maximum	171.825
Range	171.825
Interquartile range (IQR)	0.77325581

Descriptive statistics

Standard deviation	2.1718916
Coefficient of variation (CV)	0.022094982
Kurtosis	717.22602
Mean	98.297958
Median Absolute Deviation (MAD)	0.38333333
Skewness	-12.707039
Sum	3276467.5
Variance	4.717113
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
98.2	297	0.9%
98.4	270	0.8%
98.3	255	0.8%
98.1	253	0.8%
98	233	0.7%
97.9	203	0.6%
98.6	192	0.6%
98.5	185	0.6%
97.8	153	0.5%
98.7	153	0.5%
Other values (11834)	31138	93.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	< 0.1%
7.4	1	< 0.1%
33.25	1	< 0.1%
33.5	1	< 0.1%
35.1125	1	< 0.1%
35.16666667	1	< 0.1%
35.225	1	< 0.1%
35.3	1	< 0.1%
35.8	1	< 0.1%
36	1	< 0.1%

Value	Count	Frequency (%)
171.825	1	< 0.1%
164.3923077	1	< 0.1%
161.8285714	1	< 0.1%
157.4933333	1	< 0.1%
153.64375	1	< 0.1%
152.0125	1	< 0.1%
147.7222222	1	< 0.1%
145.2157895	1	< 0.1%
133.1384615	1	< 0.1%
125.8733333	1	< 0.1%

height_cm
Real number (ℝ)

HIGH CORRELATION

Distinct	203
Distinct (%)	0.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	168.77103

Minimum	0
Maximum	292
Zeros	31
Zeros (%)	0.1%
Negative	0
Negative (%)	0.0%
Memory size	520.8 KiB

Quantile statistics

Minimum	0
5-th percentile	152
Q1	163
median	170
Q3	178
95-th percentile	185
Maximum	292
Range	292
Interquartile range (IQR)	15

Descriptive statistics

Standard deviation	14.194742
Coefficient of variation (CV)	0.084106505
Kurtosis	35.977298
Mean	168.77103
Median Absolute Deviation (MAD)	8
Skewness	-3.7801345
Sum	5625476
Variance	201.49069
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
178	3120	9.4%
173	2794	8.4%
168	2625	7.9%
170	2518	7.6%
165	2517	7.6%
163	2348	7.0%
175	2272	6.8%
183	2269	6.8%
157	1998	6.0%
160	1842	5.5%
Other values (193)	9029	27.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	31	0.1%
7	1	< 0.1%
8	1	< 0.1%
10	1	< 0.1%
11	2	< 0.1%
13	8	< 0.1%
14	2	< 0.1%
15	1	< 0.1%
16	1	< 0.1%
51	1	< 0.1%

Value	Count	Frequency (%)
292	1	< 0.1%
284	1	< 0.1%
264	1	< 0.1%
249	1	< 0.1%
244	1	< 0.1%
241	2	< 0.1%
231	1	< 0.1%
226	2	< 0.1%
218	1	< 0.1%
215	1	< 0.1%

admission_weight_lbs
Real number (ℝ)

Distinct	3621
Distinct (%)	10.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	181.4095

Minimum	0
Maximum	924.2
Zeros	1
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	520.8 KiB

Quantile statistics

Minimum	0
5-th percentile	112.2
Q1	147
median	174.7
Q3	208.1
95-th percentile	270.6
Maximum	924.2
Range	924.2
Interquartile range (IQR)	61.1

Descriptive statistics

Standard deviation	52.442057
Coefficient of variation (CV)	0.28908109
Kurtosis	8.9499189
Mean	181.4095
Median Absolute Deviation (MAD)	30.1
Skewness	1.6502129
Sum	6046741.5
Variance	2750.1693
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
176	404	1.2%
154	395	1.2%
165	323	1.0%
169.4	276	0.8%
198	274	0.8%
149.6	259	0.8%
132	256	0.8%
220	234	0.7%
171.6	219	0.7%
187	211	0.6%
Other values (3611)	30481	91.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	< 0.1%
2.2	10	< 0.1%
14.3	1	< 0.1%
52.5	1	< 0.1%
52.8	1	< 0.1%
53.875	1	< 0.1%
54.1	1	< 0.1%
54.13333333	2	< 0.1%
56	1	< 0.1%
57	1	< 0.1%

Value	Count	Frequency (%)
924.2	1	< 0.1%
918.5	1	< 0.1%
796.4	1	< 0.1%
792	1	< 0.1%
786.28	1	< 0.1%
705.5714286	1	< 0.1%
705.1	1	< 0.1%
633.2333333	1	< 0.1%
626.9	1	< 0.1%
605	1	< 0.1%

o2_saturation_pulseoxymetry2
Real number (ℝ)

Distinct	17718
Distinct (%)	53.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	96.699995

Minimum	41.5
Maximum	100
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	520.8 KiB

Quantile statistics

Minimum	41.5
5-th percentile	93.839863
Q1	95.796714
median	96.904762
Q3	97.903226
95-th percentile	99.131433
Maximum	100
Range	58.5
Interquartile range (IQR)	2.1065123

Descriptive statistics

Standard deviation	1.9592427
Coefficient of variation (CV)	0.020261042
Kurtosis	69.005561
Mean	96.699995
Median Absolute Deviation (MAD)	1.0536348
Skewness	-4.5001724
Sum	3223204.2
Variance	3.838632
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
97	141	0.4%
98	136	0.4%
96	110	0.3%
97.5	72	0.2%
99	72	0.2%
95	65	0.2%
96.5	65	0.2%
98.5	55	0.2%
97.25	54	0.2%
96.66666667	53	0.2%
Other values (17708)	32509	97.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
41.5	1	< 0.1%
47.2	1	< 0.1%
54.44	1	< 0.1%
57.85714286	1	< 0.1%
61.36363636	1	< 0.1%
62.27659574	1	< 0.1%
67	1	< 0.1%
68.1	1	< 0.1%
68.25	1	< 0.1%
69	1	< 0.1%

Value	Count	Frequency (%)
100	39	0.1%
99.99065421	1	< 0.1%
99.98412698	1	< 0.1%
99.98076923	1	< 0.1%
99.97435897	1	< 0.1%
99.96969697	2	< 0.1%
99.96774194	1	< 0.1%
99.96428571	1	< 0.1%
99.96363636	1	< 0.1%
99.96153846	1	< 0.1%

pH_dipstick
Real number (ℝ)

MISSING

Distinct	201
Distinct (%)	1.4%
Missing	18615
Missing (%)	55.8%
Infinite	0
Infinite (%)	0.0%
Mean	5.9153486

Minimum	5
Maximum	9
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	520.8 KiB

Quantile statistics

Minimum	5
5-th percentile	5
Q1	5.5
median	6
Q3	6.3333333
95-th percentile	7
Maximum	9
Range	4
Interquartile range (IQR)	0.83333333

Descriptive statistics

Standard deviation	0.68927327
Coefficient of variation (CV)	0.11652285
Kurtosis	1.0007768
Mean	5.9153486
Median Absolute Deviation (MAD)	0.5
Skewness	0.82966827
Sum	87056.186
Variance	0.47509763
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
6	3190	9.6%
5.5	2512	7.5%
5	2399	7.2%
6.5	1582	4.7%
7	772	2.3%
5.75	652	2.0%
6.25	424	1.3%
5.25	312	0.9%
7.5	254	0.8%
5.833333333	171	0.5%
Other values (191)	2449	7.3%
(Missing)	18615	55.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
5	2399	7.2%
5.055555556	1	< 0.1%
5.0625	2	< 0.1%
5.071428571	7	< 0.1%
5.083333333	7	< 0.1%
5.1	12	< 0.1%
5.125	24	0.1%
5.142857143	2	< 0.1%
5.153846154	1	< 0.1%
5.166666667	79	0.2%

Value	Count	Frequency (%)
9	12	< 0.1%
8.75	2	< 0.1%
8.5	65	0.2%
8.416666667	2	< 0.1%
8.409090909	1	< 0.1%
8.25	4	< 0.1%
8.230769231	1	< 0.1%
8.083333333	1	< 0.1%
8.00862069	1	< 0.1%
8	165	0.5%

Auto

Heatmap
Table

	admission_type	admission_weight_lbs	age	ethnicity	first_careunit	gcs_eye_opening	gcs_motor_response	gcs_verbal_response	gender	heart_rate_mean	height_cm	hospital_expire_flag	icu_los	non_invasive_blood_pressure_diastolic	non_invasive_blood_pressure_mean	o2_saturation_pulseoxymetry2	pH_dipstick	respiratory_rate	temperature_fahrenheit
admission_type	1.000	0.055	0.022	0.095	0.201	-0.071	-0.092	-0.054	0.058	-0.005	0.019	0.136	0.020	-0.039	-0.039	-0.027	0.030	0.008	0.012
admission_weight_lbs	0.055	1.000	-0.187	0.037	0.035	-0.043	-0.045	-0.005	0.249	-0.005	0.459	0.051	0.013	0.087	0.084	-0.169	-0.074	0.028	0.097
age	0.022	-0.187	1.000	0.071	0.084	-0.019	-0.034	-0.036	0.104	-0.175	-0.169	0.106	0.015	-0.341	-0.238	-0.061	-0.172	0.067	-0.221
ethnicity	0.095	0.037	0.071	1.000	0.065	0.057	0.055	0.075	0.083	-0.045	0.073	0.087	-0.035	-0.118	-0.115	-0.162	-0.073	-0.031	-0.075
first_careunit	0.201	0.035	0.084	0.065	1.000	0.061	0.198	-0.084	0.111	0.120	-0.051	0.187	0.184	0.197	0.223	0.000	0.144	0.073	0.226
gcs_eye_opening	-0.071	-0.043	-0.019	0.057	0.061	1.000	0.854	0.823	0.065	-0.060	-0.033	0.469	-0.287	0.065	0.045	-0.202	-0.016	-0.072	-0.210
gcs_motor_response	-0.092	-0.045	-0.034	0.055	0.198	0.854	1.000	0.798	0.076	-0.069	-0.039	0.441	-0.259	0.088	0.080	-0.191	0.002	-0.086	-0.162
gcs_verbal_response	-0.054	-0.005	-0.036	0.075	-0.084	0.823	0.798	1.000	0.063	-0.099	0.005	0.440	-0.419	0.045	0.016	-0.231	-0.047	-0.144	-0.286
gender	0.058	0.249	0.104	0.083	0.111	0.065	0.076	0.063	1.000	-0.043	0.689	0.032	-0.024	0.142	0.110	-0.023	-0.024	-0.028	0.024
heart_rate_mean	-0.005	-0.005	-0.175	-0.045	0.120	-0.060	-0.069	-0.099	-0.043	1.000	-0.026	0.120	0.140	0.189	0.083	-0.067	-0.003	0.314	0.180
height_cm	0.019	0.459	-0.169	0.073	-0.051	-0.033	-0.039	0.005	0.689	-0.026	1.000	0.033	-0.018	0.158	0.123	-0.032	-0.019	-0.040	0.039
hospital_expire_flag	0.136	0.051	0.106	0.087	0.187	0.469	0.441	0.440	0.032	0.120	0.033	1.000	0.170	-0.111	-0.132	-0.092	-0.070	0.183	-0.004
icu_los	0.020	0.013	0.015	-0.035	0.184	-0.287	-0.259	-0.419	-0.024	0.140	-0.018	0.170	1.000	-0.000	0.017	-0.016	0.072	0.244	0.223
non_invasive_blood_pressure_diastolic	-0.039	0.087	-0.341	-0.118	0.197	0.065	0.088	0.045	0.142	0.189	0.158	-0.111	-0.000	1.000	0.923	-0.055	0.229	0.021	0.138
non_invasive_blood_pressure_mean	-0.039	0.084	-0.238	-0.115	0.223	0.045	0.080	0.016	0.110	0.083	0.123	-0.132	0.017	0.923	1.000	-0.050	0.233	0.010	0.165
o2_saturation_pulseoxymetry2	-0.027	-0.169	-0.061	-0.162	0.000	-0.202	-0.191	-0.231	-0.023	-0.067	-0.032	-0.092	-0.016	-0.055	-0.050	1.000	0.024	-0.198	0.010
pH_dipstick	0.030	-0.074	-0.172	-0.073	0.144	-0.016	0.002	-0.047	-0.024	-0.003	-0.019	-0.070	0.072	0.229	0.233	0.024	1.000	-0.012	0.157
respiratory_rate	0.008	0.028	0.067	-0.031	0.073	-0.072	-0.086	-0.144	-0.028	0.314	-0.040	0.183	0.244	0.021	0.010	-0.198	-0.012	1.000	0.192
temperature_fahrenheit	0.012	0.097	-0.221	-0.075	0.226	-0.210	-0.162	-0.286	0.024	0.180	0.039	-0.004	0.223	0.138	0.165	0.010	0.157	0.192	1.000

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.

First rows
Last rows

	age	gender	ethnicity	admission_type	first_careunit	icu_los	hospital_expire_flag	heart_rate_mean	gcs_eye_opening	gcs_verbal_response	gcs_motor_response	non_invasive_blood_pressure_diastolic	non_invasive_blood_pressure_mean	respiratory_rate	temperature_fahrenheit	height_cm	admission_weight_lbs	o2_saturation_pulseoxymetry2	pH_dipstick
5	58	F	WHITE	EW EMER.	Trauma SICU (TSICU)	0.106192	0	68.083333	NaN	NaN	NaN	85.333333	101.833333	16.250000	98.800000	152.0	156.200000	99.300000	NaN
56	56	M	WHITE	EW EMER.	Coronary Care Unit (CCU)	0.440868	0	83.666667	NaN	NaN	NaN	83.153846	92.769231	15.866667	96.250000	178.0	152.700000	97.785714	NaN
57	83	F	WHITE	EW EMER.	Coronary Care Unit (CCU)	0.227558	0	72.666667	NaN	NaN	NaN	53.400000	68.000000	24.500000	97.500000	147.0	116.600000	96.666667	NaN
128	70	M	WHITE	EW EMER.	Cardiac Vascular Intensive Care Unit (CVICU)	0.325185	1	84.571429	NaN	NaN	NaN	NaN	NaN	16.000000	91.400000	174.0	136.500000	89.400000	NaN
144	82	F	BLACK/AFRICAN AMERICAN	EW EMER.	Medical/Surgical Intensive Care Unit (MICU/SICU)	0.977824	0	63.842105	4.0	NaN	6.0	53.388889	67.421053	18.526316	97.750000	157.0	193.600000	96.850000	7.0
151	40	M	WHITE	EW EMER.	Medical/Surgical Intensive Care Unit (MICU/SICU)	1.027164	0	84.238095	NaN	NaN	NaN	84.476190	96.550000	20.250000	98.428571	160.0	173.600000	97.190476	NaN
153	54	F	WHITE	EW EMER.	Medical/Surgical Intensive Care Unit (MICU/SICU)	0.772049	0	85.789474	NaN	NaN	NaN	59.444444	68.666667	18.944444	97.780000	160.0	150.833333	95.833333	NaN
156	23	F	BLACK/CARIBBEAN ISLAND	EW EMER.	Medical/Surgical Intensive Care Unit (MICU/SICU)	1.470938	0	75.025000	NaN	NaN	NaN	61.297297	73.297297	26.350000	98.900000	160.0	204.200000	98.538462	NaN
158	77	F	WHITE	EW EMER.	Medical/Surgical Intensive Care Unit (MICU/SICU)	0.178275	0	100.608696	NaN	NaN	NaN	66.300000	88.400000	18.826087	97.000000	168.0	152.900000	97.739130	NaN
162	51	F	WHITE	EW EMER.	Medical/Surgical Intensive Care Unit (MICU/SICU)	0.091250	0	76.500000	NaN	NaN	NaN	80.909091	92.454545	18.071429	98.600000	163.0	169.400000	98.071429	NaN

	age	gender	ethnicity	admission_type	first_careunit	icu_los	heart_rate_mean	gcs_eye_opening	gcs_verbal_response	gcs_motor_response	non_invasive_blood_pressure_diastolic	non_invasive_blood_pressure_mean	respiratory_rate	temperature_fahrenheit	height_cm	admission_weight_lbs	o2_saturation_pulseoxymetry2	pH_dipstick
68991	23	F	WHITE	URGENT	Cardiac Vascular Intensive Care Unit (CVICU)	4.972199	68.268116	2.958333	2.0	4.875000	58.660000	69.840000	19.815603	98.700000	152.0	128.7	97.028169	5.833333
68993	66	M	WHITE	URGENT	Cardiac Vascular Intensive Care Unit (CVICU)	0.712326	75.800000	1.750000	2.0	2.250000	67.400000	86.800000	14.900000	98.260000	168.0	144.5	98.200000	NaN
68994	69	M	UNABLE TO OBTAIN	URGENT	Cardiac Vascular Intensive Care Unit (CVICU)	1.083171	97.205882	3.000000	2.0	5.000000	57.333333	69.583333	16.558824	99.075000	175.0	196.0	93.843750	NaN
68995	37	M	WHITE	EW EMER.	Cardiac Vascular Intensive Care Unit (CVICU)	1.240324	90.375000	1.750000	2.0	2.250000	63.500000	73.250000	20.387097	98.257143	170.0	235.4	98.500000	NaN
68997	27	M	WHITE	EW EMER.	Medical/Surgical Intensive Care Unit (MICU/SICU)	1.137106	91.285714	3.250000	2.0	6.000000	77.423077	92.384615	17.071429	100.312500	180.0	311.3	96.857143	NaN
68998	91	M	ASIAN	EW EMER.	Medical/Surgical Intensive Care Unit (MICU/SICU)	6.006076	81.814286	2.942857	2.0	5.257143	54.438849	70.078571	18.323944	98.363889	155.0	151.8	99.321918	NaN
68999	80	M	WHITE	URGENT	Medical/Surgical Intensive Care Unit (MICU/SICU)	3.129086	76.572650	3.000000	2.0	5.176471	53.235849	71.773585	18.311927	98.056000	175.0	193.4	99.267241	NaN
69002	91	F	BLACK/AFRICAN AMERICAN	EW EMER.	Medical/Surgical Intensive Care Unit (MICU/SICU)	1.451169	73.294118	2.846154	2.0	5.461538	60.470588	75.058824	17.382353	97.416667	168.0	184.4	98.970588	6.500000
69003	56	F	WHITE	EW EMER.	Medical/Surgical Intensive Care Unit (MICU/SICU)	12.100984	100.244828	3.779661	2.0	4.881356	59.428571	70.780488	15.241379	98.353247	160.0	121.0	96.879310	6.166667
69004	64	F	WHITE	EW EMER.	Medical/Surgical Intensive Care Unit (MICU/SICU)	4.144213	107.104000	3.400000	2.0	5.400000	65.440000	88.820000	21.039683	98.364000	163.0	132.0	97.566667	NaN

Overview

Variables

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Uppercase Letter

Most occurring scripts

Most frequent character per script

Latin

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

Uppercase Letter

Space Separator

Other Punctuation

Dash Punctuation

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Uppercase Letter

Space Separator

Other Punctuation

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Uppercase Letter

Space Separator

Close Punctuation

Open Punctuation

Other Punctuation

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Interactions